{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## matplotlib 绘制堆叠条形图\n",
    "\n",
    "**References**\n",
    "- [第七章 使用 matplotlib 绘制堆叠条形图](https://blog.csdn.net/mr_songw/article/details/124374887)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "  \n",
    "x = ['Inc 0', 'Inc 1', 'Inc 2', 'Inc 3', 'Inc 4']\n",
    "# scores = [[2000], [2174, 1826], [1804, 2389, 1807], [2013, 2977, 2400, 610], [1483, 3631, 2091, 1474, 1321]]\n",
    "# scores = [[2000],[2031,1969],[1309,2834,1857],[1443,3171,2076,1310],[1524,3988,1934,1992,562]]\n",
    "\n",
    "# no importance\n",
    "# y0 = np.array([2000, 2031, 1309, 1443,1524]) \n",
    "# y1 = np.array([0, 1969, 2834, 3171,3988])\n",
    "# y2 = np.array([0, 0, 1857, 2076,1934])\n",
    "# y3 = np.array([0, 0, 0, 1310,1992])\n",
    "# y4 = np.array([0, 0, 0, 0,562])\n",
    "\n",
    "# importance\n",
    "y0 = np.array([2000, 2174, 1804, 2013,1483])\n",
    "y1 = np.array([0, 1826, 2389, 2977,3631])\n",
    "y2 = np.array([0, 0, 1807, 2400,2091])\n",
    "y3 = np.array([0, 0, 0, 610,1474])\n",
    "y4 = np.array([0, 0, 0, 0,1321])\n",
    "\n",
    "\n",
    "# 先画每个柱状图的底部，然后再画上面的柱状图\n",
    "plt.bar(x, y0, label='Expert 0', width=0.67)\n",
    "plt.bar(x, y1, bottom= y0, label='Expert 1', width=0.67)\n",
    "plt.bar(x, y2,  bottom= y0+y1,label='Expert 2', width=0.67)\n",
    "plt.bar(x, y3, bottom=y0 + y1+y2, label='Expert 3', width=0.67)\n",
    "plt.bar(x, y4, bottom=y0 + y1+y2+y3, label='Expert 4', width=0.67)\n",
    "\n",
    "plt.xlabel(\"Inc\")  \n",
    "plt.ylabel(\"Expert Num\")\n",
    "plt.legend()\n",
    "plt.title(\"Expert Distribution\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('fivethirtyeight')\n",
    "  \n",
    "x = ['Inc 0', 'Inc 1', 'Inc 2', 'Inc 3', 'Inc 4']\n",
    "y0 = np.array([2000, 0, 0, 0,0])\n",
    "y1 = np.array([2031,1969, 0, 0, 0])\n",
    "y2 = np.array([1309,2834,1857, 0, 0])\n",
    "y3 = np.array([1443,3171,2076,1310,0])\n",
    "y4 = np.array([1524,3988,1934,1992,562])\n",
    "  \n",
    "plt.barh(x, y0, label='Expert 0', height=0.67)\n",
    "plt.barh(x, y1, left=y0, label='Expert 1', height=0.67)\n",
    "plt.barh(x, y2, left=y0 + y1, label='Expert 2', height=0.67)\n",
    "plt.barh(x, y3, left=y0 + y1+y2, label='Expert 3', height=0.67)\n",
    "plt.barh(x, y4, left=y0 + y1+y2+y3, label='Expert 4', height=0.67)\n",
    "\n",
    "plt.xlabel(\"Expert Num\")  \n",
    "plt.ylabel(\"Inc\")\n",
    "plt.legend()\n",
    "plt.title(\"Expert Distribution\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch_hwzhao",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
